North Mini Code vs o1
Pricing, benchmarks, and use case comparison
Quick take
- •North Mini Code is meaningfully stronger at speed (88 vs 30 on our capability index).
- •o1 is meaningfully stronger at multimodal (60 vs 5).
- •North Mini Code is 100% cheaper on input tokens, which compounds fast on high-volume or agentic workloads.
- •North Mini Code has a 256K tokens context window vs 200,000 tokens (100,000 max output) - better for whole-repo or long-document work.
Specs comparison
| North Mini Code | o1 | |
|---|---|---|
| Provider | Cohere | OpenAI |
| Type | Closed source | Closed source |
| Context window | ✓256K tokens | 200,000 tokens (100,000 max output) |
| Input / 1M tokens | ✓0 | $15.00 |
| Output / 1M tokens | 0 | $60.00 |
| Release date | 2026-06 | 2024-12 |
Benchmarks
| Benchmark | North Mini Code | o1 |
|---|---|---|
| Artificial Analysis Coding Index | 33.4 | - |
| Throughput vs Devstral Small 2 | Up to 2.8x higher output throughput | - |
| AIME 2024 | - | 74% |
| GPQA Diamond | - | 77.3% |
| Codeforces | - | ~89th percentile |
Scores sourced from official provider release posts and independent benchmark aggregators.
Which should you choose?
Choose North Mini Code if...
- →You want a self-hostable, sovereign coding agent on modest hardware
- →You run agentic SWE workflows (repo edits, sub-agent orchestration, code review)
- →You need terminal/tool-driven multi-turn agents
- →You want high coding throughput at low compute cost
Choose o1 if...
- →Hard, multi-step math, science, and logic problems that reward deliberate reasoning
- →Competitive programming and algorithmic problem solving
- →Existing o1-based pipelines already validated for reasoning tasks